'Setting the minimum value of a pandas column using clip

I want to set the minimum value of a column of pandas dataframe using clip method. Below is my code

import pandas as pd
data = pd.DataFrame({'date' : pd.to_datetime(['2010-12-31', '2012-12-31', '2012-12-31']), 'val' : [1,2, 5]})
data.clip(lower=pd.Series({'val': 4}), axis=1)

Above code is giving error. Could you please help on how to eliminate the error?

python-3.x pandas

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'Setting the minimum value of a pandas column using clip

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